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2025-01-11
While there are already AI systems that generate sound effects to match silent images of city streets (and ), an experimental new technology does just the opposite. generates images that match audio recordings of streets, with uncanny accuracy. Developed by Asst. Prof. Yuhao Kang and colleagues from the University of Texas at Austin, the "Soundscape-to-Image Diffusion Model" was trained on a dataset of 10-second audio-visual clips. Those clips consisted of still images and ambient sound taken from YouTube videos of urban and rural streets in North America, Asia and Europe. Utilizing deep learning algorithms, the system learned not only which sounds corresponded to which items within the images, but also which sound corresponded to which visual environments. Once its training was complete, the system was tasked with generating images based solely on the recorded ambient sound of 100 other street-view videos – it produced one image per video. A panel of human judges were subsequently shown each of those images alongside two generated images of other streets, while listening to the video soundtrack the image was based on. When they were asked to identify which of the three images corresponded to the soundtrack, they averaged 80% accurate at doing so. What's more, when the generated images were computer-analyzed, their relative proportions of open sky, greenery and buildings were found to "strongly correlate" with those in the original videos. In fact, in many cases the generated images also reflected the lighting conditions of the source videos, such as sunny, cloudy or nighttime skies. This may have been made possible by factors such as decreased traffic noise at night, or the sound of nocturnal insects. Although the technology could have forensic applications such as getting a rough idea of where an audio recording was made, the study is aimed more at exploring how sound contributes to our sense of place. "The results may enhance our knowledge of the impacts of visual and auditory perceptions on human mental health, may guide urban design practices for place-making, and may improve the overall quality of life in communities," the scientists state in a paper that was recently published in the journal . Source:Noneto play roulette

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Minnesota will try to bounce back from two straight losses when it hosts Bethune-Cookman on Sunday afternoon in Minneapolis. The Golden Gophers (5-3) are coming off a 57-51 loss against Wake Forest on Friday, which followed a 68-66 overtime loss against Wichita State on Thursday. Both games took place at the ESPN Events Invitational in Lake Buena Vista, Fla. Minnesota coach Ben Johnson cited inconsistency on offense as the main reason for his team's recent skid. "We're painfully figuring that out," Johnson said. "I thought our defense, though, (Thursday and Friday) has proven this is a top-40 or top-30 defense. We've got to be able to show up with offense and free throws." Golden Gophers starter Lu'Cye Patterson said he and his teammates remain confident in their potential as the Big Ten conference season approaches. "We just have to keep doing what we're supposed to do and keep our level of defensive play up," Patterson said. "It's going to win us a lot of games. The offense is going to come." Bethune-Cookman (2-5) will try to play spoiler on the road. The Wildcats have split their past two games as they beat North Dakota 79-67 on Tuesday and lost to Gardner-Webb 79-64 on Wednesday, both games played in the Cancun Challenge in Cancun, Mexico. Four players for Bethune-Cookman scored in double digits in their most recent game. Reggie Ward Jr. and Daniel Rouzan led the way with 14 points apiece, Trey Thomas scored 13 and Brayon Freeman chipped in 10. Bethune-Cookman is coached by Reggie Theus, who enjoyed a long NBA career and coached the Sacramento Kings for parts of two seasons. Theus said the Wildcats were in better position to compete this season compared with a season ago. "We've got a lot of depth, and we have age and experience," Theus said. "One of the biggest differences in our team is that we have great size now, where last year we were pretty small." Dawson Garcia leads Minnesota with 18.6 points and 7.3 rebounds per game. Patterson is next with 10.1 points per contest. Bethune-Cookman is led by Freeman, who is averaging 15.9 points per game. Thomas (11.7 points per game) and Ward Jr. (11.0) also are scoring in double digits. --Field Level MediaHow to Make Preserved Flowers Using a Freeze Dryer

Andrew Callahan: It’s time to forget about Jerod Mayo getting firedSt. Thomas secures 100-61 win over Crown (MN)( ) and ( ), two of Canada’s giants, have much to offer investors looking to tap into the and gas sector. Both energy stocks are prominent players, but each has taken different paths recently, with distinct strengths and challenges shaping future trajectories. To decide which might be the better buy, it’s crucial to explore their recent earnings, past performance, and future outlook. So, let’s get into it. Looking back Suncor stock has enjoyed a strong resurgence in 2024. Its third-quarter earnings soared to $2.02 billion, a significant leap from $1.54 billion in the same period the previous year. This success stems largely from impressive operational performance, including a record refinery utilization rate of 105%, processing 488,000 barrels per day. On the production side, Suncor has also made strides, increasing upstream output by 20% to 828,600 barrels per day. Meanwhile, Cenovus struggled in its latest quarter, with net income tumbling to $820 million, down from $1.86 billion a year earlier. The drop was largely due to lower production and throughput volumes and weaker commodity prices, which have taken a toll on its financial results. Historically, Suncor stock has been a bit of a turnaround story in recent years. Under the leadership of Chief Executive Officer Rich Kruger, the company prioritized operational efficiency and boosted production, which translated into better stock performance. Over the past year, Suncor stock rose by 29%, outpacing not just Cenovus but also other oil sands peers. In contrast, Cenovus faced headwinds, with profitability and production issues dampening its momentum. However, it showed commitment to shareholder returns, tripling its base dividend in 2022 and implementing a plan to return 50% of quarterly excess free funds flow to shareholders once its net debt falls below $9 billion. Future outlook Looking ahead, Suncor stock appears well-positioned to continue its upward trajectory. It is on track to exceed its 2024 oil production and refinery throughput targets, demonstrating strong operational resilience. The company also achieved its net debt goal ahead of schedule. Suncor plans to return 100% of its free cash flow to shareholders. Cenovus, while currently underperforming Suncor stock, has reason for optimism, too. With planned maintenance activities now behind it, the company is poised for stronger operations in the coming quarters. Furthermore, the completion of the Trans Mountain Pipeline expansion is expected to benefit Cenovus significantly by increasing Canada’s oil export capacity and potentially narrowing the price gap between Western Canadian Select and West Texas Intermediate. On valuation, Suncor stock currently offers a forward annual dividend rate of $2.28, yielding 4.09% at writing, with a conservative payout ratio of 35.05%. Its market cap stands at $70.03 billion, and its trailing price-to-earnings (P/E) ratio is a modest 8.96, suggesting the stock is reasonably priced relative to its earnings. Cenovus, while smaller with a market cap of $40.51 billion, has a trailing P/E ratio of 11.15 and offers a forward annual dividend of $0.72, yielding 3.25%. Its payout ratio is slightly higher at 38.94%, reflecting a different approach to capital allocation and dividend policy. Foolish takeaway Deciding between the two comes down to individual investor goals. Suncor may appeal more to those looking for a combination of income and stability. Bolstered by its strong operational metrics and clear capital-return strategy. However, Cenovus might attract investors who are more growth-oriented. Those willing to take on some risk in exchange for potentially higher returns as Cenovus’s production and market conditions improve. Both companies are solid choices. However, differences mean one might be a better fit than the other, depending on the specific investment strategy. Ultimately, Suncor stock’s recent success and clear direction make it a slightly more compelling option. The company has consistently executed its goals and demonstrated resilience in a competitive market. However, Cenovus cannot be discounted entirely, particularly for those who believe in its turnaround potential and the benefits it may reap from broader industry developments. The final decision, as always, should align with an investor’s financial objectives and risk tolerance.

Brock Purdy participated in the start of Thursday's practice with the 49ers but the San Francisco starting quarterback was not on the field for the majority of the workout, casting doubt over his availability to play Sunday at Green Bay. Purdy is dealing with a right shoulder injury and the 49ers are also potentially without left tackle Trent Williams and Nick Bosa due to injuries. Bosa was listed as out of Thursday's practice with an oblique injury. Williams also didn't suit up Thursday. He played through an ankle injury last week after being listed as questionable. Purdy's typical Thursday post-practice media session was scrapped until Friday as the 49ers did not make any quarterback available. Kyle Allen would step in for Purdy as the starter if he can't play against the Packers. Run game coordinator Chris Foerster said the 49ers aren't where they want to be at 5-5 because they haven't won close games, not because of injuries. "Seven games left is like an eternity," Foerster said. "So much can happen. Do the math. What was our record last year? It was 12-5. I was on a 13-win team that was nowhere near as good as the team last year." With or without Purdy, Foerster said the challenge for the 49ers is not to give up the ball to a defense that has 19 takeaways. The 49ers have 13 giveaways this season. --Field Level MediaTrio leads UIC to 77-69 victory over Little Rock in OT

By CLAIRE RUSH President-elect Donald Trump has once again suggested he wants to revert the name of North America’s tallest mountain — Alaska’s Denali — to Mount McKinley, wading into a sensitive and decades-old conflict about what the peak should be called. Related Articles National Politics | Inside the Gaetz ethics report, a trove of new details alleging payments for sex and drug use National Politics | An analyst looks ahead to how the US economy might fare under Trump National Politics | Trump again calls to buy Greenland after eyeing Canada and the Panama Canal National Politics | House Ethics Committee accuses Gaetz of ‘regularly’ paying for sex, including with 17-year-old girl National Politics | Trump wants mass deportations. For the agents removing immigrants, it’s a painstaking process Former President Barack Obama changed the official name to Denali in 2015 to reflect the traditions of Alaska Natives as well as the preference of many Alaska residents. The federal government in recent years has endeavored to change place-names considered disrespectful to Native people. “Denali” is an Athabascan word meaning “the high one” or “the great one.” A prospector in 1896 dubbed the peak “Mount McKinley” after President William McKinley, who had never been to Alaska. That name was formally recognized by the U.S. government until Obama changed it over opposition from lawmakers in McKinley’s home state of Ohio. Trump suggested in 2016 that he might undo Obama’s action, but he dropped that notion after Alaska’s senators objected. He raised it again during a rally in Phoenix on Sunday. “McKinley was a very good, maybe a great president,” Trump said Sunday. “They took his name off Mount McKinley, right? That’s what they do to people.” Once again, Trump’s suggestion drew quick opposition within Alaska. “Uh. Nope. It’s Denali,” Democratic state Sen. Scott Kawasaki posted on the social platform X Sunday night. Republican Sen. Lisa Murkowski , who for years pushed for legislation to change the name to Denali, conveyed a similar sentiment in a post of her own. “There is only one name worthy of North America’s tallest mountain: Denali — the Great One,” Murkowski wrote on X. Various tribes of Athabascan people have lived in the shadow of the 20,310-foot (6,190-meter) mountain for thousands of years. McKinley, a Republican native of Ohio who served as the 25th president, was assassinated early in his second term in 1901 in Buffalo, New York. Alaska and Ohio have been at odds over the name since at least the 1970s. Alaska had a standing request to change the name since 1975, when the legislature passed a resolution and then-Gov. Jay Hammond appealed to the federal government. Known for its majestic views, the mountain is dotted with glaciers and covered at the top with snow year-round, with powerful winds that make it difficult for the adventurous few who seek to climb it. Rush reported from Portland, Oregon.Perth South mourns the passing of Mayor Jim AitchesonKendrick Lamar surprises with new album 'GNX' LOS ANGELES (AP) — Kendrick Lamar gave music listeners an early holiday present with a new album. The Grammy winner released his sixth studio album “GNX” on Friday. The 12-track project is the rapper’s first release since 2022’s “Mr. Morale & The Big Steppers.” Lamar’s new album comes just months after his rap battle with Drake. The rap megastar will headline February's Apple Music Super Bowl Halftime Show in New Orleans. The 37-year-old has experienced massive success since his debut album “good kid, m.A.A.d city” in 2012. Since then, he’s accumulated 17 Grammy wins and became the first non-classical, non-jazz musician to win a Pulitzer Prize. Ancient meets modern as a new subway in Greece showcases archaeological treasures THESSALONIKI, Greece (AP) — Thessaloniki, Greece’s second-largest city, is opening a new subway system, blending ancient archaeological treasures with modern transit technology like driverless trains and platform screen doors. The project, which began in 2003, uncovered over 300,000 artifacts, including a Roman-era thoroughfare and Byzantine relics, many of which are now displayed in its 13 stations. Despite delays caused by preserving these findings, the inaugural line has been completed, with a second line set to open next year. Conor McGregor must pay woman $250K in sexual assault case, civil jury rules LONDON (AP) — A civil jury in Ireland has found that mixed martial arts fighter Conor McGregor sexually assaulted a woman in a hotel penthouse after a night of heavy partying. The Dublin jury awarded the woman more than $250,000 for her lawsuit that claimed McGregor “brutally raped and battered” her on Dec. 9, 2018. The lawsuit says the assault left her heavily bruised and suffering from post-traumatic stress disorder. McGregor testified he never forced her to do anything and that the woman had fabricated her allegations after the two had consensual sex. The jury found for the woman on Friday. At least 15 people are sick in Minnesota from ground beef tied to E. coli recall U.S. health officials say at least 15 people in Minnesota have been sickened by E. coli poisoning tied to a national recall of more than 160,000 pounds of potentially tainted ground beef. Detroit-based Wolverine Packing Co. recalled the meat this week after Minnesota state agriculture officials reported multiple illnesses and found that a sample of the product tested positive for E. coli O157:H7, which can cause life-threatening infections. Symptoms of E. coli poisoning include fever, vomiting, diarrhea and signs of dehydration. Actor Jonathan Majors’ ex-girlfriend drops assault and defamation lawsuit against once-rising star NEW YORK (AP) — Jonathan Majors’ ex-girlfriend has dropped her assault and defamation lawsuit against the once-rising Hollywood star after reaching a settlement. Lawyers for Majors and Grace Jabbari agreed to dismiss the case with prejudice Thursday. Jabbari is a British dancer who had accused Majors of subjecting her to escalating incidents of physical and verbal abuse during their relationship. Representatives for Majors didn’t respond to emails seeking comment Friday. Jabbari’s lawyer said the suit was “favorably settled” and her client is moving on with “her head held high.” Majors was convicted of misdemeanor assault and harassment last December and sentenced to a yearlong counseling program. Hyundai, Kia recall over 208,000 electric vehicles to fix problem that can cause loss of power DETROIT (AP) — Hyundai and Kia are recalling over 208,000 electric vehicles to fix a pesky problem that can cause loss of drive power, increasing the risk of a crash. The recalls cover more than 145,000 Hyundai and Genesis vehicles including the 2022 through 2024 Ioniq 5, the 2023 through 2025 Ioniq 6, GV60 and GV70, and the 2023 and 2024 G80. Also included are nearly 63,000 Kia EV 6 vehicles from 2022 through 2024. The affiliated Korean automakers say in government documents that a transistor in a charging control unit can be damaged and stop charging the 12-volt battery. Dealers will inspect and replace the control unit and a fuse if needed. They also will update software. Christmas TV movies are in their Taylor Swift era, with two Swift-inspired films airing this year Two of the new holiday movies coming to TV this season have a Taylor Swift connection that her fans would have no problem decoding. “Christmas in the Spotlight” debuts Saturday on Lifetime. It stars Jessica Lord as the world’s biggest pop star and Laith Wallschleger, playing a pro football player, who meet and fall in love, not unlike Swift and her boyfriend, Kansas City Chiefs tight end Travis Kelce. On Nov. 30, Hallmark will air “Holiday Touchdown: A Chiefs Love Story.” Instead of a nod to Swift, it’s an ode to family traditions and bonding, like rooting for a sports team. Hallmark’s headquarters is also in Kansas City. Top football recruit Bryce Underwood changes commitment to Michigan instead of LSU, AP source says ANN ARBOR, Mich. (AP) — Top football recruit Bryce Underwood has flipped to Michigan after pledging to play at LSU. That's according to a person familiar with the situation who spoke to The Associated Press on condition of anonymity because they were not authorized to share the recruit’s plans to join the Wolverines. Underwood pinned a post on his Instagram account, showing a post in which On3.com reported that he has committed to Michigan. The 6-foot-3 quarterback played at Belleville High School about 15 miles east of Michigan's campus, and told LSU nearly a year ago he intended to enroll there. Emperor penguin released at sea 20 days after waddling onto Australian beach MELBOURNE, Australia (AP) — The only emperor penguin known to have swum from Antarctica to Australia has been released at sea 20 days after he waddled ashore on a popular tourist beach. The adult male was found on Nov. 1 on sand dunes in temperate southwest Australia about 2,200 miles north of the Antarctic coast. He was released Wednesday from a boat that traveled several hours from Western Australia state's most southerly city of Albany. His caregiver Carol Biddulph wasn't sure at first if the penguin would live. She said a mirror was important to his rehabilitation because they provide a sense of company. Biddulph said: “They’re social birds and he stands next to the mirror most of the time.” Shohei Ohtani wins third MVP award, first in NL. Aaron Judge earns second AL honor in 3 seasons NEW YORK (AP) — Shohei Ohtani won his third Most Valuable Player Award and first in the National League, and Aaron Judge earned his second American League honor on Thursday. Ohtani was a unanimous MVP for the third time, receiving all 30 first-place votes and 420 points in voting by the Baseball Writers’ Association of America. New York Mets shortstop Francisco Lindor was second with 263 points and Arizona second baseman Ketel Marte third with 229. Judge was a unanimous pick for the first time. Kansas City shortstop Bobby Witt Jr. got all 30 second-place votes for 270 points, and Yankees outfielder Juan Soto was third with 21 third-place votes and 229 points.

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